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PySpark MCP Server

A server implementation of MCP for Apache Spark that provides query plans and catalog information to AI systems for query optimization and data discovery.

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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/semyonsinchenko-pyspark-mcp-server-vbrp5v)](https://m8ven.ai/mcp/semyonsinchenko-pyspark-mcp-server-vbrp5v)
commit: 782dde438303e830497b9d2b4a9c679b4ae1f04f
code hash: fb0322941e31f6d3c5c6c26f7f9267efee6d27e93660c5dad610eb9a148d5f67
verified: 6/12/2026, 10:41:15 AM
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